{"id":"W2758614856","doi":"10.1136/bmjopen-2017-018372","title":"Drug approval status and recommendations for listing on public formularies: a Canadian cohort analysis","year":2017,"lang":"en","type":"article","venue":"BMJ Open","topic":"Pharmaceutical studies and practices","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Formulary; Medicine; Drug; Notice; Listing (finance); Family medicine; Cohort; Pharmacology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006650446,0.0006862021,0.001067395,0.005020731,0.002733884,0.002804029,0.002881462,0.001259604,0.00698178],"category_scores_gemma":[0.03873754,0.001063313,0.0026067,0.01253426,0.0008034384,0.001507032,0.001596817,0.001783262,0.0008050293],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0237304,"about_ca_system_score_gemma":0.04229417,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9352327,"about_ca_topic_score_gemma":0.9427474,"domain_scores_codex":[0.9907666,0.0007758504,0.00115532,0.001925608,0.003884959,0.00149164],"domain_scores_gemma":[0.9574625,0.004940919,0.01878086,0.002912792,0.01295064,0.002952187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004641008,0.00005026995,0.9898492,0.0003499904,0.0004416029,0.00009685296,0.0006309656,0.00007264315,0.00006711618,0.0001574967,0.003608329,0.004211461],"study_design_scores_gemma":[0.0001065951,0.0001001054,0.993404,0.0003069532,0.0005261439,0.0002545414,0.0009334154,0.0003500643,0.00006099335,0.00005935087,0.00385077,0.00004708582],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9323778,0.005398357,0.0004641136,0.001272047,0.00006980289,0.0009515377,0.05217474,0.0000495284,0.007242059],"genre_scores_gemma":[0.9866742,0.002111142,0.000654511,0.0003952163,0.0000302369,0.0002855033,0.008487435,0.00004050322,0.001321238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9762696,"threshold_uncertainty_score":0.1721769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3096441958076257,"score_gpt":0.520000409144441,"score_spread":0.2103562133368153,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}